{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "GAN.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/sgjheywa/StocksGAN/blob/master/GAN.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NULJd-DAYJk4",
        "colab_type": "code",
        "outputId": "6abc12d8-d4b5-4de7-ae8f-202d28012bb0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import tensorflow as tf\n",
        "import glob\n",
        "from tensorflow.keras import layers\n",
        "import random\n",
        "from keras.layers import Input, Dense, Reshape, Flatten, Dropout,TimeDistributed, LSTM, RNN, Dropout, RepeatVector\n",
        "from keras.layers import BatchNormalization, Activation, ZeroPadding2D\n",
        "from keras.layers.advanced_activations import LeakyReLU, PReLU\n",
        "from keras.models import Sequential, Model\n",
        "from keras.optimizers import RMSprop, Adam\n",
        "import keras.backend as K\n",
        "import keras\n",
        "from collections import deque"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Using TensorFlow backend.\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KGML7OwjWDgi",
        "colab_type": "code",
        "outputId": "3d40ac84-39ef-414a-d7ae-dfe33cd7a78f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YhFvs2NtZJNA",
        "colab_type": "code",
        "outputId": "955d170e-bcd1-443e-d97f-736b84781a17",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1785
        }
      },
      "source": [
        "# stock data from https://www.kaggle.com/borismarjanovic/price-volume-data-for-all-us-stocks-etfs\n",
        "# save to google drive if using in colab\n",
        "\n",
        "FINDATA = []\n",
        "filez = 0\n",
        "n = 100  #chunk row size\n",
        "\n",
        "path = r'/content/drive/My Drive/Stocks/'\n",
        "all_files = glob.glob(path + \"/*.txt\")\n",
        "for filename in all_files:\n",
        "    try:\n",
        "        df = pd.read_csv(filename)                \n",
        "        df = df.iloc[0:, 4]\n",
        "        list_df = [df[i:i+n] for i in range(0,df.shape[0],n)]\n",
        "        \n",
        "        for i in list_df:\n",
        "            if len(i)==n:\n",
        "                i = 2*((i-min(i))/(max(i)-min(i)))-1\n",
        "                FINDATA.append(i)\n",
        "\n",
        "        if(filez%100==0):\n",
        "            print(filez, \"NAME: \", filename)\n",
        "            \n",
        "        filez +=1\n",
        "        \n",
        "    except pd.io.common.EmptyDataError:\n",
        "        print(\"file is empty\")\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0 NAME:  /content/drive/My Drive/Stocks/aapl.us.txt\n",
            "file is empty\n",
            "100 NAME:  /content/drive/My Drive/Stocks/adsw.us.txt\n",
            "200 NAME:  /content/drive/My Drive/Stocks/alsk.us.txt\n",
            "300 NAME:  /content/drive/My Drive/Stocks/agu.us.txt\n",
            "file is empty\n",
            "file is empty\n",
            "400 NAME:  /content/drive/My Drive/Stocks/antm.us.txt\n",
            "file is empty\n",
            "500 NAME:  /content/drive/My Drive/Stocks/ascma.us.txt\n",
            "600 NAME:  /content/drive/My Drive/Stocks/banc_d.us.txt\n",
            "700 NAME:  /content/drive/My Drive/Stocks/bcd.us.txt\n",
            "file is empty\n",
            "800 NAME:  /content/drive/My Drive/Stocks/bfit.us.txt\n",
            "file is empty\n",
            "file is empty\n",
            "900 NAME:  /content/drive/My Drive/Stocks/bned.us.txt\n",
            "file is empty\n",
            "1000 NAME:  /content/drive/My Drive/Stocks/catb.us.txt\n",
            "1100 NAME:  /content/drive/My Drive/Stocks/ccf.us.txt\n",
            "1200 NAME:  /content/drive/My Drive/Stocks/cfr.us.txt\n",
            "1300 NAME:  /content/drive/My Drive/Stocks/chu.us.txt\n",
            "1400 NAME:  /content/drive/My Drive/Stocks/cpac.us.txt\n",
            "1500 NAME:  /content/drive/My Drive/Stocks/cris.us.txt\n",
            "1600 NAME:  /content/drive/My Drive/Stocks/ctre.us.txt\n",
            "1700 NAME:  /content/drive/My Drive/Stocks/cvr.us.txt\n",
            "1800 NAME:  /content/drive/My Drive/Stocks/dmpi.us.txt\n",
            "1900 NAME:  /content/drive/My Drive/Stocks/ebr-b.us.txt\n",
            "2000 NAME:  /content/drive/My Drive/Stocks/eemx.us.txt\n",
            "file is empty\n",
            "2100 NAME:  /content/drive/My Drive/Stocks/eqgp.us.txt\n",
            "2200 NAME:  /content/drive/My Drive/Stocks/ess.us.txt\n",
            "2300 NAME:  /content/drive/My Drive/Stocks/evhc.us.txt\n",
            "2400 NAME:  /content/drive/My Drive/Stocks/ffiu.us.txt\n",
            "file is empty\n",
            "2500 NAME:  /content/drive/My Drive/Stocks/frt.us.txt\n",
            "2600 NAME:  /content/drive/My Drive/Stocks/ft.us.txt\n",
            "2700 NAME:  /content/drive/My Drive/Stocks/gimo.us.txt\n",
            "2800 NAME:  /content/drive/My Drive/Stocks/gnl_a.us.txt\n",
            "file is empty\n",
            "2900 NAME:  /content/drive/My Drive/Stocks/grow.us.txt\n",
            "file is empty\n",
            "3000 NAME:  /content/drive/My Drive/Stocks/gtn.us.txt\n",
            "3100 NAME:  /content/drive/My Drive/Stocks/hil.us.txt\n",
            "3200 NAME:  /content/drive/My Drive/Stocks/ibuy.us.txt\n",
            "3300 NAME:  /content/drive/My Drive/Stocks/ilg.us.txt\n",
            "3400 NAME:  /content/drive/My Drive/Stocks/infi.us.txt\n",
            "3500 NAME:  /content/drive/My Drive/Stocks/ipg.us.txt\n",
            "file is empty\n",
            "3600 NAME:  /content/drive/My Drive/Stocks/jrjc.us.txt\n",
            "3700 NAME:  /content/drive/My Drive/Stocks/kfs.us.txt\n",
            "3800 NAME:  /content/drive/My Drive/Stocks/kona.us.txt\n",
            "3900 NAME:  /content/drive/My Drive/Stocks/lsbk.us.txt\n",
            "4000 NAME:  /content/drive/My Drive/Stocks/mark.us.txt\n",
            "file is empty\n",
            "4100 NAME:  /content/drive/My Drive/Stocks/mgrc.us.txt\n",
            "4200 NAME:  /content/drive/My Drive/Stocks/mlnk.us.txt\n",
            "4300 NAME:  /content/drive/My Drive/Stocks/mntx.us.txt\n",
            "file is empty\n",
            "4400 NAME:  /content/drive/My Drive/Stocks/mur.us.txt\n",
            "4500 NAME:  /content/drive/My Drive/Stocks/nan.us.txt\n",
            "4600 NAME:  /content/drive/My Drive/Stocks/ntct.us.txt\n",
            "4700 NAME:  /content/drive/My Drive/Stocks/nvfy.us.txt\n",
            "4800 NAME:  /content/drive/My Drive/Stocks/oacq.us.txt\n",
            "4900 NAME:  /content/drive/My Drive/Stocks/pbbi.us.txt\n",
            "file is empty\n",
            "5000 NAME:  /content/drive/My Drive/Stocks/peb_d.us.txt\n",
            "file is empty\n",
            "5100 NAME:  /content/drive/My Drive/Stocks/pgnx.us.txt\n",
            "5200 NAME:  /content/drive/My Drive/Stocks/pm.us.txt\n",
            "5300 NAME:  /content/drive/My Drive/Stocks/qrvo.us.txt\n",
            "file is empty\n",
            "5400 NAME:  /content/drive/My Drive/Stocks/rbin.us.txt\n",
            "file is empty\n",
            "5500 NAME:  /content/drive/My Drive/Stocks/rnp.us.txt\n",
            "5600 NAME:  /content/drive/My Drive/Stocks/rprx.us.txt\n",
            "file is empty\n",
            "file is empty\n",
            "file is empty\n",
            "5700 NAME:  /content/drive/My Drive/Stocks/sbcf.us.txt\n",
            "file is empty\n",
            "5800 NAME:  /content/drive/My Drive/Stocks/senea.us.txt\n",
            "file is empty\n",
            "file is empty\n",
            "5900 NAME:  /content/drive/My Drive/Stocks/snps.us.txt\n",
            "6000 NAME:  /content/drive/My Drive/Stocks/spab.us.txt\n",
            "file is empty\n",
            "6100 NAME:  /content/drive/My Drive/Stocks/spun.us.txt\n",
            "file is empty\n",
            "6200 NAME:  /content/drive/My Drive/Stocks/tap-a.us.txt\n",
            "6300 NAME:  /content/drive/My Drive/Stocks/tdf.us.txt\n",
            "6400 NAME:  /content/drive/My Drive/Stocks/tpr.us.txt\n",
            "6500 NAME:  /content/drive/My Drive/Stocks/trhc.us.txt\n",
            "6600 NAME:  /content/drive/My Drive/Stocks/ushy.us.txt\n",
            "6700 NAME:  /content/drive/My Drive/Stocks/utsl.us.txt\n",
            "file is empty\n",
            "file is empty\n",
            "6800 NAME:  /content/drive/My Drive/Stocks/vgfo.us.txt\n",
            "6900 NAME:  /content/drive/My Drive/Stocks/wfc_n.us.txt\n",
            "file is empty\n",
            "7000 NAME:  /content/drive/My Drive/Stocks/xl.us.txt\n",
            "file is empty\n",
            "7100 NAME:  /content/drive/My Drive/Stocks/xone.us.txt\n",
            "file is empty\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NPDU4u8EexYP",
        "colab_type": "code",
        "outputId": "3f0fbe68-b94d-4efb-d9dd-cedb4af514ab",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "print(len(FINDATA))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "146215\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JbgMg0iriwu3",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "class GAN():\n",
        "    \n",
        "    def __init__(self):\n",
        "\n",
        "        self.optimizer = Adam(0.0001, 0.5)\n",
        "        self.noise = 100\n",
        "        self.shape = (100,)\n",
        "\n",
        "        # Build and compile the discriminator\n",
        "        self.discriminator = self.build_discriminator()\n",
        "        self.discriminator.compile(loss='binary_crossentropy',\n",
        "            optimizer=self.optimizer,\n",
        "            metrics=['accuracy'])\n",
        "\n",
        "        # Build the generator\n",
        "        self.generator = self.make_generator_model()\n",
        "        self.generator.compile(loss='binary_crossentropy',\n",
        "            optimizer=self.optimizer,\n",
        "            metrics=['accuracy'])\n",
        "\n",
        "        # The generator takes noise as input and generates imgs\n",
        "        z = Input(shape=(self.noise,))\n",
        "        data = self.generator(z)\n",
        "\n",
        "        # For the combined model we will only train the generator\n",
        "        self.discriminator.trainable = False\n",
        "\n",
        "        # The discriminator takes generated images as input and determines validity\n",
        "        validity = self.discriminator(data)\n",
        "\n",
        "        self.combined = Model(z, validity)\n",
        "        self.combined.compile(loss='binary_crossentropy', optimizer=self.optimizer)     \n",
        "        \n",
        "    def make_generator_model(self):\n",
        "        model = Sequential()\n",
        "        model.add(Dense(256))\n",
        "        model.add(LeakyReLU(alpha=0.3))\n",
        "        model.add(BatchNormalization())\n",
        "        model.add(Dense(512))\n",
        "        model.add(LeakyReLU(alpha=0.3))\n",
        "        model.add(BatchNormalization())\n",
        "        model.add(Dense(1024))\n",
        "        model.add(LeakyReLU(alpha=0.3))\n",
        "        model.add(BatchNormalization())\n",
        "        model.add(Dense(4096))\n",
        "        model.add(Dense(np.prod(self.shape), activation='tanh'))\n",
        "        model.compile(self.optimizer, loss='mse')\n",
        "\n",
        "        return model\n",
        "\n",
        "    def build_discriminator(self):\n",
        "        model = Sequential()\n",
        "        model.add(Dense(512))\n",
        "        model.add(LeakyReLU(alpha=0.3))\n",
        "        model.add(Dropout(0.2))\n",
        "        model.add(Dense(1024))\n",
        "        model.add(Dense(256))\n",
        "        model.add(LeakyReLU(alpha=0.3))\n",
        "        model.add(Dropout(0.2))\n",
        "        model.add(Dense(128))\n",
        "        model.add(Dense(1, activation='sigmoid'))\n",
        "\n",
        "        data = Input(shape=self.shape)\n",
        "        validity = model(data)\n",
        "\n",
        "        return Model(data, validity)\n",
        "    \n",
        "    def train(self, data, epochs, batch_size, sample_interval, fin=100):\n",
        "            \n",
        "        print_interval = 1000\n",
        "        acc_test = deque(maxlen=fin)\n",
        "        pltAcc = []\n",
        "        # Adversarial ground truths\n",
        "        valid = np.ones((batch_size, 1))\n",
        "        fake = np.zeros((batch_size, 1))\n",
        "        \n",
        "        \n",
        "        epoch_counter = 0\n",
        "        while epoch_counter < epochs:\n",
        "\n",
        "            # ---------------------\n",
        "            #  Train Discriminator\n",
        "            # ---------------------\n",
        "\n",
        "            # Select a random batch of images\n",
        "            real_data = random.sample(data, batch_size)\n",
        "            # real_data = np.expand_dims(real_data, axis=0)\n",
        "\n",
        "            noise = np.random.normal(0, 1, (batch_size, 100))\n",
        "\n",
        "            # Generate a batch of new images\n",
        "            gen_data = self.generator.predict(noise)\n",
        "\n",
        "            # Train the discriminator\n",
        "            d_loss_real = self.discriminator.train_on_batch(np.array(real_data), valid)\n",
        "            d_loss_fake = self.discriminator.train_on_batch(np.array(gen_data), fake)\n",
        "            d_loss = 0.5 * np.add(d_loss_real, d_loss_fake)\n",
        "\n",
        "            # ---------------------\n",
        "            #  Train Generator\n",
        "            # ---------------------\n",
        "\n",
        "            noise = np.random.normal(0, 1, (batch_size, 100))\n",
        "\n",
        "            # Train the generator (to have the discriminator label samples as valid)\n",
        "            g_loss = self.combined.train_on_batch(noise, valid)\n",
        "            \n",
        "            if epoch_counter % print_interval == 0:\n",
        "                print (\"%d [D loss: %f, acc.: %.2f%%] [G loss: %f]\" % (epoch_counter, d_loss[0], 100*d_loss[1], g_loss))\n",
        "            \n",
        "            if epoch_counter % sample_interval == 0:\n",
        "                self.sample_data(batch_size, epoch_counter)\n",
        "                \n",
        "            acc = 100*d_loss[1]\n",
        "            pltAcc.append(acc)\n",
        "            acc_test.append(acc)\n",
        "            \n",
        "            epoch_counter +=1\n",
        "            \n",
        "            if ((len(acc_test)==fin) and (np.mean(acc_test) == 50.0) and (np.std(acc_test) <= 1)) or epoch_counter== epochs:\n",
        "                print(\"DONE\", np.std(acc_test))\n",
        "                self.sample_data(batch_size, epoch_counter)\n",
        "                print (\"%d [D loss: %f, acc.: %.2f%%] [G loss: %f]\" % (epoch_counter, d_loss[0], 100*d_loss[1], g_loss))\n",
        "                print(d_loss_real , d_loss_fake)\n",
        "                epoch_counter=epochs       \n",
        "            \n",
        "            \n",
        "        plt.figure(figsize=(10, 5))\n",
        "        plt.plot(pltAcc)\n",
        "        plt.xlabel(\"Epochs\")\n",
        "        plt.ylabel(\"Accuracy\")\n",
        "        plt.grid()\n",
        "        plt.show()\n",
        "        plt.close()\n",
        "        \n",
        "        gmodelname = \"geno\"\n",
        "        dmodelname = \"disc\"\n",
        "        cmodelname = \"comb\"\n",
        "        self.generator.save(\"/content/drive/My Drive/\" + gmodelname)\n",
        "        self.discriminator.save(\"/content/drive/My Drive/\" + dmodelname)\n",
        "        self.combined.save(\"/content/drive/My Drive/\" + cmodelname)\n",
        "\n",
        "    def sample_data(self,batch_size, epoch):\n",
        "        noise = np.random.normal(0, 1, (batch_size, 100))\n",
        "        gen_data = self.generator.predict(noise)\n",
        "\n",
        "        plt.figure(figsize=(10, 5))\n",
        "        plt.plot(gen_data[0, :])\n",
        "        plt.xlabel(\"Date\")\n",
        "        plt.ylabel(\"Price\")\n",
        "        plt.grid()\n",
        "        plt.show()\n",
        "        plt.close()\n",
        "\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zs13Rl3bmDjF",
        "colab_type": "code",
        "outputId": "b2afb41e-695f-42fa-d2b8-23ba6a0cb3de",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 4132
        }
      },
      "source": [
        "gan = GAN()\n",
        "\n",
        "# generator = gan.make_generator_model()\n",
        "# discriminator = gan.build_discriminator()\n",
        "\n",
        "# noise = np.random.normal(0, 1, (50, 100))\n",
        "# fake1 = generator.predict(noise)\n",
        "# print(fake1.shape)\n",
        "\n",
        "gan.train(FINDATA, epochs=10000, batch_size=32, sample_interval=1000)\n",
        "# double these\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/keras/engine/training.py:490: UserWarning: Discrepancy between trainable weights and collected trainable weights, did you set `model.trainable` without calling `model.compile` after ?\n",
            "  'Discrepancy between trainable weights and collected trainable'\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "0 [D loss: 0.694441, acc.: 40.62%] [G loss: 0.534621]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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DMEaw1+BkbkBh9h6Zccd4HpS2JOutBnNpNZRnzmLc3zs5BAC4uNTd6ARzmXU4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5S+FNo2Y/UGhJB/D+CfJxzHN+EFfHjwwQdpq9XK/F2yoN1ug+1j56E2tu3ahlbrPvxw8R1sv7SA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\nmII5ERERkRj7f4ax2JpNZbA1AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "1000 [D loss: 0.017164, acc.: 98.44%] [G loss: 10.100182]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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SJEll0M5mjX3Oj9aGqjtnLiJeExH3AD8qjl8aEX/Z15pJkiQNQK9hVmgvT1LlYdaPA28G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\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "2000 [D loss: 0.084951, acc.: 95.31%] [G loss: 8.942373]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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NlFnbzMzNncthJK5haqTy/Mm4VnfNXNG08Mybp3HnVesgIm29N/UWgzkiIiIfza6Zc4Ot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\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "3000 [D loss: 0.628294, acc.: 57.81%] [G loss: 0.931360]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Or13tEDx7tJ1Nky4V03npZJBKu8AYGKF3NJr19zl9MYTbJDlwYOI83OGWvF5q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\nAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "4000 [D loss: 0.647767, acc.: 60.94%] [G loss: 1.098892]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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DP//AjtR67kogwZyoChtbahjxhbhwc2rW7SNTYVw2c9Y99QrJYTVjt5iqIDPn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\nAflm780UEwZuAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "5000 [D loss: 0.662901, acc.: 53.12%] [G loss: 1.013999]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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vDJ+1WCgQtEV+3q1ODwbMjlDl6Fzb6oowGRxbJbT/mJtpA4AanZIybSvQ0KQD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\nRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "6000 [D loss: 0.617700, acc.: 62.50%] [G loss: 0.890087]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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rbasx5vPAk8Alw7mBtfYR4BGA9PR0m5GRMeKV7CkzMxN3P0POjtrGO6ldRl7j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\nIiLSgSmYExEREenA/h/mDpEcA74eeAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "7000 [D loss: 0.676347, acc.: 56.25%] [G loss: 0.960056]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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oYNjfMRb4+Rkmx4QOaZh1f34lACe9xZdFRIZKyZzIGODnZ8hIc/faM7fxRAnL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\nQmCC\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "8000 [D loss: 0.683580, acc.: 57.81%] [G loss: 0.699623]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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38ePyWqKNirKS2Zf6KM5IYGtRKs8dawl4IkR1uwVTlIGSjJmXexGhbWNBKp+5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\nrkJggg==\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "9000 [D loss: 0.649832, acc.: 65.62%] [G loss: 0.826065]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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FbAC3bg4/37OnJNsmhBD5Smsd7oYQZz2bwfjwH28TgqGx3Lpopu1Ad3iKNd86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\nWZxnAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "DONE 6.67776379463028\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Le7S6m4RgrrXBIHsl7Tkx21RsWxJJZhLExDz2bWmR7bhKJe1JkzMzBwjB7ukS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\ncNNlk4iP6ZuLTimllIp0QcszpwLveKWntFU/hx+8vIHbu0XVTE+309b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            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "10000 [D loss: 0.687873, acc.: 53.12%] [G loss: 0.753778]\n",
            "[0.6400517, 0.53125] [0.735695, 0.53125]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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VFm89hKevPiuqy47UbW8uBhB4n735zTb87rM1uKprOsbGsmBBsOaMkkI00qR4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\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KtYh7x29CnmV",
        "colab_type": "code",
        "outputId": "39213d69-89f3-4905-e3ad-baca70b65c5a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 674
        }
      },
      "source": [
        "plt.figure(figsize=(10, 5))\n",
        "plt.plot(FINDATA[11000])\n",
        "plt.xlabel(\"epsiodes\")\n",
        "plt.ylabel(\"length of episode\")\n",
        "plt.legend()\n",
        "plt.grid()\n",
        "plt.show()\n",
        "\n",
        "noise = np.random.normal(1, 1, (1, 100))\n",
        "fake1 = gan.generator.predict(noise)\n",
        "\n",
        "plt.figure(figsize=(10, 5))\n",
        "plt.plot(fake1[0])\n",
        "plt.xlabel(\"epsiodes\")\n",
        "plt.ylabel(\"length of episode\")\n",
        "plt.legend()\n",
        "plt.grid()\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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P7poO4izCa1+7mBcPNLJxVx0/ffEgxhCRytxYrBbhh9edgYjw0xcO4egboMne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\nw6sftbIgwcqWLe/5aLSQHtTBplPdvP3uJgJdcuMaOwyd3TZ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OVDXx1ctyCLJaeOBPB7n4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\nagL7/1XBgc2hk/4IAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "No handles with labels found to put in legend.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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hjFZ/GG9K5kRERCTo6tqc6mINkpAmc8aYm4wxR40xJcaYB/zs/wdjzCFjzD5jzFZjzGyf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\nv0NmqwKTAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hU_k_a8BQIrf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "plt.figure(figsize=(10, 5))\n",
        "plt.plot(FINDATA[11000])\n",
        "plt.xlabel(\"epsiodes\")\n",
        "plt.ylabel(\"length of episode\")\n",
        "plt.legend()\n",
        "plt.grid()\n",
        "plt.show()\n",
        "\n",
        "noise = np.random.normal(1, 1, (1, 100))\n",
        "fake2 = gan.generator.predict(noise)\n",
        "i=fake2\n",
        "i = 2*((i-min(i))/(max(i)-min(i)))-1\n",
        "\n",
        "plt.figure(figsize=(10, 5))\n",
        "plt.plot(i)\n",
        "plt.xlabel(\"epsiodes\")\n",
        "plt.ylabel(\"length of episode\")\n",
        "plt.legend()\n",
        "plt.grid()\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}